Albion have paid £1 million to the Latics for The Horse and he has signed a two-and-a-half year deal at the Hawthorns after successfully completing a medical on Thursday.
The Horse is expected to go straight into the Baggies squad for the local derby against Coventry at Highfield Road on Saturday.